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The Nature of Statistical Learning Theory

The Nature of Statistical Learning Theory Computer Science

The Nature of Statistical Learning Theory

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Description
The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a general problem of function estimation based on empirical data. Omitting proofs and technical details, the author concentrates on discussing the main results of learning theory and their connections to fundamental problems in statistics. This second edition contains three new chapters devoted to further development of the learning theory and SVM techniques. Written in a readable and concise style, the book is intended for statisticians, mathematicians, physicists, and computer scientists.
Product details
Edition:
2
Number of Pages:
314
Release Date:
1999-11-19
Publication Date:
2000-12-31
Publisher:
Springer-Verlag GmbH
Languages:
Original: English
ISBN10:
0387987800
ISBN13:
9780387987804
GPSR Manufacturer Reference:
[email protected]
Weight:
654 g
Height:
166 cm
Width:
243 cm
Thickness:
30 cm
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